Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:11:05.384003 |
|---|---|
| Analysis finished | 2020-12-15 20:11:28.927689 |
| Duration | 23.54 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.02778450552 |
|---|---|
| Minimum | -3.048372494 |
| Maximum | 2.746622549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.048372494 |
|---|---|
| 5-th percentile | -1.638485668 |
| Q1 | -0.7082919408 |
| median | -0.04342463918 |
| Q3 | 0.6435376299 |
| 95-th percentile | 1.636872198 |
| Maximum | 2.746622549 |
| Range | 5.794995043 |
| Interquartile range (IQR) | 1.351829571 |
Descriptive statistics
| Standard deviation | 0.9962005462 |
|---|---|
| Coefficient of variation (CV) | -35.85453574 |
| Kurtosis | -0.2376674873 |
| Mean | -0.02778450552 |
| Median Absolute Deviation (MAD) | 0.6736279063 |
| Skewness | 0.06782106709 |
| Sum | -27.78450552 |
| Variance | 0.9924155282 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.351220522 | 1 | 0.1% | |
| -0.02157949585 | 1 | 0.1% | |
| 1.0024832 | 1 | 0.1% | |
| 0.4457878047 | 1 | 0.1% | |
| -0.4698000166 | 1 | 0.1% | |
| -0.4271196952 | 1 | 0.1% | |
| 0.4807890153 | 1 | 0.1% | |
| 1.570311115 | 1 | 0.1% | |
| 1.634181975 | 1 | 0.1% | |
| 0.481753537 | 1 | 0.1% | |
| 0.6993773169 | 1 | 0.1% | |
| 0.3875942139 | 1 | 0.1% | |
| 1.933941263 | 1 | 0.1% | |
| -0.0822532852 | 1 | 0.1% | |
| 0.8766817333 | 1 | 0.1% | |
| 0.0890607896 | 1 | 0.1% | |
| 0.3945012614 | 1 | 0.1% | |
| -0.08306408679 | 1 | 0.1% | |
| -0.3363565022 | 1 | 0.1% | |
| 0.3613277966 | 1 | 0.1% | |
| 0.6841678256 | 1 | 0.1% | |
| 0.7187523946 | 1 | 0.1% | |
| -0.2591506934 | 1 | 0.1% | |
| 0.7334409862 | 1 | 0.1% | |
| 1.543898432 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.048372494 | 1 | 0.1% | |
| -2.986112569 | 1 | 0.1% | |
| -2.533698557 | 1 | 0.1% | |
| -2.512698497 | 1 | 0.1% | |
| -2.460809937 | 1 | 0.1% | |
| -2.424677702 | 1 | 0.1% | |
| -2.398808399 | 1 | 0.1% | |
| -2.379615916 | 1 | 0.1% | |
| -2.358977259 | 1 | 0.1% | |
| -2.271896495 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.746622549 | 1 | 0.1% | |
| 2.714298456 | 1 | 0.1% | |
| 2.661994632 | 1 | 0.1% | |
| 2.661694068 | 1 | 0.1% | |
| 2.51295794 | 1 | 0.1% | |
| 2.417687225 | 1 | 0.1% | |
| 2.407296737 | 1 | 0.1% | |
| 2.397330861 | 1 | 0.1% | |
| 2.365876301 | 1 | 0.1% | |
| 2.363481166 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.00312270938 |
|---|---|
| Minimum | -3.405002261 |
| Maximum | 3.082483146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.405002261 |
|---|---|
| 5-th percentile | -1.635703875 |
| Q1 | -0.6480943339 |
| median | -0.01092986995 |
| Q3 | 0.6392988632 |
| 95-th percentile | 1.690955834 |
| Maximum | 3.082483146 |
| Range | 6.487485407 |
| Interquartile range (IQR) | 1.287393197 |
Descriptive statistics
| Standard deviation | 1.004726347 |
|---|---|
| Coefficient of variation (CV) | -321.7482719 |
| Kurtosis | 0.007456672639 |
| Mean | -0.00312270938 |
| Median Absolute Deviation (MAD) | 0.6459058217 |
| Skewness | -0.007250373786 |
| Sum | -3.12270938 |
| Variance | 1.009475032 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2583628098 | 1 | 0.1% | |
| -1.291743329 | 1 | 0.1% | |
| -0.8047216955 | 1 | 0.1% | |
| -0.4781515199 | 1 | 0.1% | |
| -0.2898968358 | 1 | 0.1% | |
| 2.156773872 | 1 | 0.1% | |
| -0.1290301981 | 1 | 0.1% | |
| 0.09626956798 | 1 | 0.1% | |
| 0.4169758455 | 1 | 0.1% | |
| -0.5404304501 | 1 | 0.1% | |
| -0.4689292129 | 1 | 0.1% | |
| 1.672398469 | 1 | 0.1% | |
| 1.634286841 | 1 | 0.1% | |
| 0.1784543664 | 1 | 0.1% | |
| 0.4617637595 | 1 | 0.1% | |
| -0.1997723594 | 1 | 0.1% | |
| 0.5057036537 | 1 | 0.1% | |
| -0.4065838662 | 1 | 0.1% | |
| -0.3798209498 | 1 | 0.1% | |
| 0.2449836287 | 1 | 0.1% | |
| 0.8920840906 | 1 | 0.1% | |
| 0.273799737 | 1 | 0.1% | |
| -0.2032693999 | 1 | 0.1% | |
| 0.06162053662 | 1 | 0.1% | |
| 0.5562789703 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.405002261 | 1 | 0.1% | |
| -2.974781259 | 1 | 0.1% | |
| -2.748846709 | 1 | 0.1% | |
| -2.711918016 | 1 | 0.1% | |
| -2.67222911 | 1 | 0.1% | |
| -2.580047488 | 1 | 0.1% | |
| -2.50650885 | 1 | 0.1% | |
| -2.463355008 | 1 | 0.1% | |
| -2.456260416 | 1 | 0.1% | |
| -2.450525018 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.082483146 | 1 | 0.1% | |
| 2.664168124 | 1 | 0.1% | |
| 2.652992687 | 1 | 0.1% | |
| 2.622013949 | 1 | 0.1% | |
| 2.61215844 | 1 | 0.1% | |
| 2.480403213 | 1 | 0.1% | |
| 2.432207727 | 1 | 0.1% | |
| 2.431958541 | 1 | 0.1% | |
| 2.369522158 | 1 | 0.1% | |
| 2.335806256 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01263469301 |
|---|---|
| Minimum | -2.86840252 |
| Maximum | 3.150183135 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.86840252 |
|---|---|
| 5-th percentile | -1.656155409 |
| Q1 | -0.6559330468 |
| median | -0.03023056714 |
| Q3 | 0.7201110393 |
| 95-th percentile | 1.615863404 |
| Maximum | 3.150183135 |
| Range | 6.018585656 |
| Interquartile range (IQR) | 1.376044086 |
Descriptive statistics
| Standard deviation | 0.9878079642 |
|---|---|
| Coefficient of variation (CV) | 78.1821896 |
| Kurtosis | -0.25734645 |
| Mean | 0.01263469301 |
| Median Absolute Deviation (MAD) | 0.6924423796 |
| Skewness | 0.01637312968 |
| Sum | 12.63469301 |
| Variance | 0.9757645741 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2730660801 | 1 | 0.1% | |
| 0.4133755176 | 1 | 0.1% | |
| -1.006898306 | 1 | 0.1% | |
| -0.8853115204 | 1 | 0.1% | |
| -0.2331811642 | 1 | 0.1% | |
| -1.510384738 | 1 | 0.1% | |
| 0.2054961325 | 1 | 0.1% | |
| 0.8212806585 | 1 | 0.1% | |
| -0.3171893979 | 1 | 0.1% | |
| -0.8787191659 | 1 | 0.1% | |
| -2.472235373 | 1 | 0.1% | |
| -0.1961907115 | 1 | 0.1% | |
| 0.1770558898 | 1 | 0.1% | |
| -0.9639221208 | 1 | 0.1% | |
| -0.6023632212 | 1 | 0.1% | |
| 0.2611075157 | 1 | 0.1% | |
| 2.126783539 | 1 | 0.1% | |
| -1.33100959 | 1 | 0.1% | |
| -1.792569414 | 1 | 0.1% | |
| -1.767721325 | 1 | 0.1% | |
| -0.1412674596 | 1 | 0.1% | |
| 2.763009029 | 1 | 0.1% | |
| 1.589540073 | 1 | 0.1% | |
| -1.03797854 | 1 | 0.1% | |
| 2.047760989 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.86840252 | 1 | 0.1% | |
| -2.827544362 | 1 | 0.1% | |
| -2.643326627 | 1 | 0.1% | |
| -2.575393853 | 1 | 0.1% | |
| -2.472235373 | 1 | 0.1% | |
| -2.447263578 | 1 | 0.1% | |
| -2.367284908 | 1 | 0.1% | |
| -2.232593289 | 1 | 0.1% | |
| -2.212027901 | 1 | 0.1% | |
| -2.186992013 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.150183135 | 1 | 0.1% | |
| 2.763009029 | 1 | 0.1% | |
| 2.631087035 | 1 | 0.1% | |
| 2.498879352 | 1 | 0.1% | |
| 2.448677875 | 1 | 0.1% | |
| 2.40069316 | 1 | 0.1% | |
| 2.314054585 | 1 | 0.1% | |
| 2.284840869 | 1 | 0.1% | |
| 2.26502377 | 1 | 0.1% | |
| 2.20322456 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0236533156 |
|---|---|
| Minimum | -3.01944531 |
| Maximum | 3.204445541 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.01944531 |
|---|---|
| 5-th percentile | -1.73754817 |
| Q1 | -0.6713256936 |
| median | -0.02753355683 |
| Q3 | 0.6543204141 |
| 95-th percentile | 1.587369599 |
| Maximum | 3.204445541 |
| Range | 6.223890851 |
| Interquartile range (IQR) | 1.325646108 |
Descriptive statistics
| Standard deviation | 1.012214808 |
|---|---|
| Coefficient of variation (CV) | -42.79378104 |
| Kurtosis | 0.02408265296 |
| Mean | -0.0236533156 |
| Median Absolute Deviation (MAD) | 0.6648659048 |
| Skewness | -0.04488037671 |
| Sum | -23.6533156 |
| Variance | 1.024578818 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.5206011663 | 1 | 0.1% | |
| 1.237397979 | 1 | 0.1% | |
| 0.172876162 | 1 | 0.1% | |
| -2.044081638 | 1 | 0.1% | |
| -1.870788145 | 1 | 0.1% | |
| 0.5107939318 | 1 | 0.1% | |
| -0.8327314671 | 1 | 0.1% | |
| 0.4075007457 | 1 | 0.1% | |
| 1.181276989 | 1 | 0.1% | |
| -0.6355343379 | 1 | 0.1% | |
| 0.627949567 | 1 | 0.1% | |
| 0.01629138285 | 1 | 0.1% | |
| -0.5895081041 | 1 | 0.1% | |
| -1.819949587 | 1 | 0.1% | |
| -0.9817647447 | 1 | 0.1% | |
| 0.8747169404 | 1 | 0.1% | |
| -1.347784826 | 1 | 0.1% | |
| 0.1635090338 | 1 | 0.1% | |
| -0.5135275175 | 1 | 0.1% | |
| -0.4032119611 | 1 | 0.1% | |
| -0.8444467267 | 1 | 0.1% | |
| 0.1825724927 | 1 | 0.1% | |
| 2.245718419 | 1 | 0.1% | |
| -0.5886376293 | 1 | 0.1% | |
| 0.2837222395 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.01944531 | 1 | 0.1% | |
| -2.98158357 | 1 | 0.1% | |
| -2.940835595 | 1 | 0.1% | |
| -2.809174242 | 1 | 0.1% | |
| -2.681381789 | 1 | 0.1% | |
| -2.644255096 | 1 | 0.1% | |
| -2.601118096 | 1 | 0.1% | |
| -2.597780523 | 1 | 0.1% | |
| -2.593528244 | 1 | 0.1% | |
| -2.459180899 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.204445541 | 1 | 0.1% | |
| 2.825241926 | 1 | 0.1% | |
| 2.632048337 | 1 | 0.1% | |
| 2.509335996 | 1 | 0.1% | |
| 2.508385042 | 1 | 0.1% | |
| 2.478061534 | 1 | 0.1% | |
| 2.427417924 | 1 | 0.1% | |
| 2.42533822 | 1 | 0.1% | |
| 2.376776382 | 1 | 0.1% | |
| 2.353830409 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0006270512572 |
|---|---|
| Minimum | -3.032493254 |
| Maximum | 2.876253778 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.032493254 |
|---|---|
| 5-th percentile | -1.642880464 |
| Q1 | -0.6557655138 |
| median | -0.006845246771 |
| Q3 | 0.6846467788 |
| 95-th percentile | 1.605376141 |
| Maximum | 2.876253778 |
| Range | 5.908747032 |
| Interquartile range (IQR) | 1.340412293 |
Descriptive statistics
| Standard deviation | 0.9905193146 |
|---|---|
| Coefficient of variation (CV) | -1579.646485 |
| Kurtosis | -0.1259770223 |
| Mean | -0.0006270512572 |
| Median Absolute Deviation (MAD) | 0.6771186404 |
| Skewness | 0.02293373589 |
| Sum | -0.6270512572 |
| Variance | 0.9811285125 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.3210662442 | 1 | 0.1% | |
| -0.8929433885 | 1 | 0.1% | |
| 0.875628412 | 1 | 0.1% | |
| 1.566455409 | 1 | 0.1% | |
| 0.8793528232 | 1 | 0.1% | |
| -1.137982592 | 1 | 0.1% | |
| 0.1079489163 | 1 | 0.1% | |
| -0.3969411582 | 1 | 0.1% | |
| -0.08452394288 | 1 | 0.1% | |
| 0.168785675 | 1 | 0.1% | |
| 1.829314922 | 1 | 0.1% | |
| -1.253770238 | 1 | 0.1% | |
| -1.384549881 | 1 | 0.1% | |
| 1.367083106 | 1 | 0.1% | |
| -1.979445925 | 1 | 0.1% | |
| -1.372098253 | 1 | 0.1% | |
| -0.6356363163 | 1 | 0.1% | |
| -1.898353856 | 1 | 0.1% | |
| 0.487962937 | 1 | 0.1% | |
| -1.666496495 | 1 | 0.1% | |
| -1.541397423 | 1 | 0.1% | |
| 1.645903334 | 1 | 0.1% | |
| -1.200113152 | 1 | 0.1% | |
| -0.8827242702 | 1 | 0.1% | |
| 0.5858147406 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.032493254 | 1 | 0.1% | |
| -2.845979014 | 1 | 0.1% | |
| -2.781019564 | 1 | 0.1% | |
| -2.638206061 | 1 | 0.1% | |
| -2.633120603 | 1 | 0.1% | |
| -2.481834314 | 1 | 0.1% | |
| -2.469656389 | 1 | 0.1% | |
| -2.401479047 | 1 | 0.1% | |
| -2.341958472 | 1 | 0.1% | |
| -2.240862722 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.876253778 | 1 | 0.1% | |
| 2.850247451 | 1 | 0.1% | |
| 2.826102246 | 1 | 0.1% | |
| 2.717573999 | 1 | 0.1% | |
| 2.637710314 | 1 | 0.1% | |
| 2.571482985 | 1 | 0.1% | |
| 2.492379691 | 1 | 0.1% | |
| 2.422865661 | 1 | 0.1% | |
| 2.340039119 | 1 | 0.1% | |
| 2.281615323 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.001301243927 |
|---|---|
| Minimum | -3.307190939 |
| Maximum | 2.983716183 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.307190939 |
|---|---|
| 5-th percentile | -1.557883621 |
| Q1 | -0.6658131556 |
| median | -0.01628529755 |
| Q3 | 0.676623154 |
| 95-th percentile | 1.6180387 |
| Maximum | 2.983716183 |
| Range | 6.290907122 |
| Interquartile range (IQR) | 1.34243631 |
Descriptive statistics
| Standard deviation | 0.9789171111 |
|---|---|
| Coefficient of variation (CV) | -752.2933178 |
| Kurtosis | -0.2019884186 |
| Mean | -0.001301243927 |
| Median Absolute Deviation (MAD) | 0.673709609 |
| Skewness | 0.09036720191 |
| Sum | -1.301243927 |
| Variance | 0.9582787104 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.2447566499 | 1 | 0.1% | |
| -1.168416633 | 1 | 0.1% | |
| 0.9828054087 | 1 | 0.1% | |
| -1.267417136 | 1 | 0.1% | |
| -0.6426886553 | 1 | 0.1% | |
| 0.3917315059 | 1 | 0.1% | |
| 0.784104571 | 1 | 0.1% | |
| -0.9615301169 | 1 | 0.1% | |
| 0.4851202024 | 1 | 0.1% | |
| -1.613708615 | 1 | 0.1% | |
| -0.2918664771 | 1 | 0.1% | |
| 1.559503344 | 1 | 0.1% | |
| 0.08028779168 | 1 | 0.1% | |
| -0.503086223 | 1 | 0.1% | |
| -1.224164978 | 1 | 0.1% | |
| 1.739522784 | 1 | 0.1% | |
| 0.197504204 | 1 | 0.1% | |
| 0.06936443492 | 1 | 0.1% | |
| -0.7051166465 | 1 | 0.1% | |
| -0.6321448982 | 1 | 0.1% | |
| -0.9922360765 | 1 | 0.1% | |
| -0.5568792324 | 1 | 0.1% | |
| -0.2235070764 | 1 | 0.1% | |
| -1.179929106 | 1 | 0.1% | |
| -0.5204381928 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.307190939 | 1 | 0.1% | |
| -2.504472339 | 1 | 0.1% | |
| -2.325418914 | 1 | 0.1% | |
| -2.286789347 | 1 | 0.1% | |
| -2.279978767 | 1 | 0.1% | |
| -2.252601269 | 1 | 0.1% | |
| -2.245631602 | 1 | 0.1% | |
| -2.205372479 | 1 | 0.1% | |
| -2.199439374 | 1 | 0.1% | |
| -2.190175361 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.983716183 | 1 | 0.1% | |
| 2.821000005 | 1 | 0.1% | |
| 2.582084027 | 1 | 0.1% | |
| 2.533612216 | 1 | 0.1% | |
| 2.516036804 | 1 | 0.1% | |
| 2.452462101 | 1 | 0.1% | |
| 2.449947685 | 1 | 0.1% | |
| 2.40242512 | 1 | 0.1% | |
| 2.369151393 | 1 | 0.1% | |
| 2.349008173 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03673386662 |
|---|---|
| Minimum | -2.823511165 |
| Maximum | 3.566580347 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.823511165 |
|---|---|
| 5-th percentile | -1.602296929 |
| Q1 | -0.6341860017 |
| median | 0.05706662317 |
| Q3 | 0.7130017238 |
| 95-th percentile | 1.604049349 |
| Maximum | 3.566580347 |
| Range | 6.390091512 |
| Interquartile range (IQR) | 1.347187725 |
Descriptive statistics
| Standard deviation | 0.9855826153 |
|---|---|
| Coefficient of variation (CV) | 26.83035319 |
| Kurtosis | 0.04233541497 |
| Mean | 0.03673386662 |
| Median Absolute Deviation (MAD) | 0.6681969808 |
| Skewness | -0.02140640892 |
| Sum | 36.73386662 |
| Variance | 0.9713730916 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.8835292613 | 1 | 0.1% | |
| -1.499517317 | 1 | 0.1% | |
| 0.4787999522 | 1 | 0.1% | |
| 0.05508968268 | 1 | 0.1% | |
| 0.3011546645 | 1 | 0.1% | |
| -0.2621066889 | 1 | 0.1% | |
| -0.2051263008 | 1 | 0.1% | |
| 0.08409997427 | 1 | 0.1% | |
| -0.1367796993 | 1 | 0.1% | |
| 0.3012300937 | 1 | 0.1% | |
| 1.371450796 | 1 | 0.1% | |
| 0.8610330778 | 1 | 0.1% | |
| 1.197321071 | 1 | 0.1% | |
| 0.7225710139 | 1 | 0.1% | |
| 0.2716465637 | 1 | 0.1% | |
| -0.6710450476 | 1 | 0.1% | |
| -0.0468085649 | 1 | 0.1% | |
| -0.9841485938 | 1 | 0.1% | |
| -1.717274158 | 1 | 0.1% | |
| -1.857789081 | 1 | 0.1% | |
| 0.1731376506 | 1 | 0.1% | |
| -0.2159467417 | 1 | 0.1% | |
| -0.9306031612 | 1 | 0.1% | |
| 0.2173050173 | 1 | 0.1% | |
| 0.6294361411 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.823511165 | 1 | 0.1% | |
| -2.783814947 | 1 | 0.1% | |
| -2.762299234 | 1 | 0.1% | |
| -2.678815783 | 1 | 0.1% | |
| -2.58386842 | 1 | 0.1% | |
| -2.581125379 | 1 | 0.1% | |
| -2.438162606 | 1 | 0.1% | |
| -2.39433834 | 1 | 0.1% | |
| -2.380511239 | 1 | 0.1% | |
| -2.314590361 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.566580347 | 1 | 0.1% | |
| 3.326212062 | 1 | 0.1% | |
| 2.813717603 | 1 | 0.1% | |
| 2.72944614 | 1 | 0.1% | |
| 2.714820709 | 1 | 0.1% | |
| 2.678658063 | 1 | 0.1% | |
| 2.598812183 | 1 | 0.1% | |
| 2.524567911 | 1 | 0.1% | |
| 2.496502854 | 1 | 0.1% | |
| 2.423395601 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02464821318 |
|---|---|
| Minimum | -3.86364721 |
| Maximum | 3.315028017 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.86364721 |
|---|---|
| 5-th percentile | -1.644515982 |
| Q1 | -0.7347431679 |
| median | 0.005587346778 |
| Q3 | 0.7945705533 |
| 95-th percentile | 1.727122461 |
| Maximum | 3.315028017 |
| Range | 7.178675227 |
| Interquartile range (IQR) | 1.529313721 |
Descriptive statistics
| Standard deviation | 1.04967556 |
|---|---|
| Coefficient of variation (CV) | 42.58627398 |
| Kurtosis | -0.1794586547 |
| Mean | 0.02464821318 |
| Median Absolute Deviation (MAD) | 0.763322831 |
| Skewness | -0.03910607893 |
| Sum | 24.64821318 |
| Variance | 1.101818781 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.4894088341 | 1 | 0.1% | |
| 0.4918518921 | 1 | 0.1% | |
| 1.527730791 | 1 | 0.1% | |
| 1.269792308 | 1 | 0.1% | |
| 2.221410627 | 1 | 0.1% | |
| 0.3591939393 | 1 | 0.1% | |
| -0.0411601592 | 1 | 0.1% | |
| 0.02305076522 | 1 | 0.1% | |
| 0.7288894106 | 1 | 0.1% | |
| 0.2854919011 | 1 | 0.1% | |
| -0.9951619102 | 1 | 0.1% | |
| 0.8556097702 | 1 | 0.1% | |
| 0.6736364334 | 1 | 0.1% | |
| 0.4836596522 | 1 | 0.1% | |
| -1.358304706 | 1 | 0.1% | |
| 0.7694645488 | 1 | 0.1% | |
| -0.1789099761 | 1 | 0.1% | |
| -1.857258271 | 1 | 0.1% | |
| -0.6996335694 | 1 | 0.1% | |
| 0.00985203699 | 1 | 0.1% | |
| -1.697751377 | 1 | 0.1% | |
| -1.797364776 | 1 | 0.1% | |
| 2.088321893 | 1 | 0.1% | |
| 1.30450165 | 1 | 0.1% | |
| 1.37373524 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.86364721 | 1 | 0.1% | |
| -3.293973296 | 1 | 0.1% | |
| -2.738992459 | 1 | 0.1% | |
| -2.72073747 | 1 | 0.1% | |
| -2.568944948 | 1 | 0.1% | |
| -2.546060391 | 1 | 0.1% | |
| -2.52408075 | 1 | 0.1% | |
| -2.514262948 | 1 | 0.1% | |
| -2.475907374 | 1 | 0.1% | |
| -2.445544186 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.315028017 | 1 | 0.1% | |
| 2.796499264 | 1 | 0.1% | |
| 2.737630327 | 1 | 0.1% | |
| 2.618290338 | 1 | 0.1% | |
| 2.551359191 | 1 | 0.1% | |
| 2.538426497 | 1 | 0.1% | |
| 2.453607707 | 1 | 0.1% | |
| 2.451298277 | 1 | 0.1% | |
| 2.364860096 | 1 | 0.1% | |
| 2.294647997 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01358996652 |
|---|---|
| Minimum | -3.021316784 |
| Maximum | 3.263740334 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.021316784 |
|---|---|
| 5-th percentile | -1.657165153 |
| Q1 | -0.6114601677 |
| median | 0.02101568577 |
| Q3 | 0.7171718736 |
| 95-th percentile | 1.635931899 |
| Maximum | 3.263740334 |
| Range | 6.285057118 |
| Interquartile range (IQR) | 1.328632041 |
Descriptive statistics
| Standard deviation | 1.002208907 |
|---|---|
| Coefficient of variation (CV) | 73.74623807 |
| Kurtosis | -0.03071928321 |
| Mean | 0.01358996652 |
| Median Absolute Deviation (MAD) | 0.6617306082 |
| Skewness | -0.04546847229 |
| Sum | 13.58996652 |
| Variance | 1.004422693 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.3625282635 | 1 | 0.1% | |
| -0.432547989 | 1 | 0.1% | |
| -0.2360134693 | 1 | 0.1% | |
| 0.844806831 | 1 | 0.1% | |
| 0.8362387056 | 1 | 0.1% | |
| -0.4669566308 | 1 | 0.1% | |
| 0.03953925962 | 1 | 0.1% | |
| -0.08605368471 | 1 | 0.1% | |
| -0.1791190565 | 1 | 0.1% | |
| -0.03723845448 | 1 | 0.1% | |
| -0.9825053417 | 1 | 0.1% | |
| -1.385042505 | 1 | 0.1% | |
| -0.0786005157 | 1 | 0.1% | |
| 1.077301561 | 1 | 0.1% | |
| 0.8489111225 | 1 | 0.1% | |
| -1.587955891 | 1 | 0.1% | |
| -1.763343198 | 1 | 0.1% | |
| 1.33377204 | 1 | 0.1% | |
| 0.6588829333 | 1 | 0.1% | |
| -1.190890016 | 1 | 0.1% | |
| 0.05145900331 | 1 | 0.1% | |
| -1.750063705 | 1 | 0.1% | |
| -0.7232363308 | 1 | 0.1% | |
| -1.084685538 | 1 | 0.1% | |
| -0.6741140843 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.021316784 | 1 | 0.1% | |
| -2.865123139 | 1 | 0.1% | |
| -2.700948266 | 1 | 0.1% | |
| -2.660343735 | 1 | 0.1% | |
| -2.561902145 | 1 | 0.1% | |
| -2.538715866 | 1 | 0.1% | |
| -2.470126071 | 1 | 0.1% | |
| -2.457300209 | 1 | 0.1% | |
| -2.418798578 | 1 | 0.1% | |
| -2.403364843 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.263740334 | 1 | 0.1% | |
| 2.691008261 | 1 | 0.1% | |
| 2.668326018 | 1 | 0.1% | |
| 2.62734305 | 1 | 0.1% | |
| 2.542344477 | 1 | 0.1% | |
| 2.500964652 | 1 | 0.1% | |
| 2.477408627 | 1 | 0.1% | |
| 2.415779863 | 1 | 0.1% | |
| 2.383813393 | 1 | 0.1% | |
| 2.372650432 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.005644363307 |
|---|---|
| Minimum | -3.514554213 |
| Maximum | 3.165321063 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.514554213 |
|---|---|
| 5-th percentile | -1.64619871 |
| Q1 | -0.7070576871 |
| median | 0.001565408017 |
| Q3 | 0.69923742 |
| 95-th percentile | 1.735915952 |
| Maximum | 3.165321063 |
| Range | 6.679875276 |
| Interquartile range (IQR) | 1.406295107 |
Descriptive statistics
| Standard deviation | 1.014663539 |
|---|---|
| Coefficient of variation (CV) | 179.7658096 |
| Kurtosis | -0.08573338138 |
| Mean | 0.005644363307 |
| Median Absolute Deviation (MAD) | 0.7019536773 |
| Skewness | -0.02278058149 |
| Sum | 5.644363307 |
| Variance | 1.029542098 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.6610802307 | 1 | 0.1% | |
| 0.4819532658 | 1 | 0.1% | |
| -0.264125217 | 1 | 0.1% | |
| -1.078989592 | 1 | 0.1% | |
| -0.8545343344 | 1 | 0.1% | |
| -0.4391214399 | 1 | 0.1% | |
| -1.269460613 | 1 | 0.1% | |
| 1.733047772 | 1 | 0.1% | |
| -0.6809381835 | 1 | 0.1% | |
| 0.2790054735 | 1 | 0.1% | |
| 0.823824504 | 1 | 0.1% | |
| 1.038422993 | 1 | 0.1% | |
| -0.559011173 | 1 | 0.1% | |
| -0.796185691 | 1 | 0.1% | |
| 1.567550752 | 1 | 0.1% | |
| 0.3818587417 | 1 | 0.1% | |
| -0.2613730962 | 1 | 0.1% | |
| -0.5388050071 | 1 | 0.1% | |
| -0.319306484 | 1 | 0.1% | |
| -0.4239581299 | 1 | 0.1% | |
| -0.4964970688 | 1 | 0.1% | |
| -0.1393251758 | 1 | 0.1% | |
| 1.162097326 | 1 | 0.1% | |
| 1.946109337 | 1 | 0.1% | |
| -0.1464587207 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.514554213 | 1 | 0.1% | |
| -3.115982926 | 1 | 0.1% | |
| -2.96572359 | 1 | 0.1% | |
| -2.884364559 | 1 | 0.1% | |
| -2.759185631 | 1 | 0.1% | |
| -2.684854676 | 1 | 0.1% | |
| -2.579537764 | 1 | 0.1% | |
| -2.454179932 | 1 | 0.1% | |
| -2.345931768 | 1 | 0.1% | |
| -2.340804623 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.165321063 | 1 | 0.1% | |
| 2.434539845 | 1 | 0.1% | |
| 2.430331643 | 1 | 0.1% | |
| 2.407203775 | 1 | 0.1% | |
| 2.387741483 | 1 | 0.1% | |
| 2.366764552 | 1 | 0.1% | |
| 2.357441788 | 1 | 0.1% | |
| 2.329138497 | 1 | 0.1% | |
| 2.316205714 | 1 | 0.1% | |
| 2.277419124 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.052213 | 0.338963 | -2.827544 | 0.224669 | -1.809094 | 0.290121 | 0.833601 | 1.787578 | 1.190428 | -0.699816 | 0 |
| 1 | -0.324563 | -0.271444 | -1.047632 | -2.153546 | 1.142021 | 0.615576 | -1.098690 | 0.186790 | -0.999461 | -0.871202 | 0 |
| 2 | 0.595829 | 0.082149 | -0.036141 | -1.536773 | -0.610730 | 0.149693 | 0.013667 | 2.191303 | -0.036883 | -0.367450 | 1 |
| 3 | -1.094319 | -0.622439 | 0.428078 | 1.641097 | -1.912682 | -0.409450 | 0.022356 | -0.883685 | -1.043096 | 0.967930 | 0 |
| 4 | -0.361955 | 1.685080 | -0.820187 | -0.074589 | -0.482351 | -0.381627 | 2.524568 | 0.054192 | -0.506637 | 0.381859 | 0 |
| 5 | 0.636878 | 0.032516 | 1.336953 | 1.480155 | -0.212712 | -0.899852 | -0.667880 | -0.270838 | -1.106451 | -0.869099 | 0 |
| 6 | 0.205964 | -0.087310 | -1.592303 | -0.977149 | 1.199311 | -1.262685 | -0.918382 | 0.832029 | 1.126081 | 1.016023 | 0 |
| 7 | 0.980844 | -1.012506 | 1.418021 | 0.308834 | 0.472456 | -0.424218 | -1.372861 | -2.085444 | -0.724890 | 0.588017 | 1 |
| 8 | -0.809907 | -0.560338 | -0.306753 | -0.180044 | -1.377055 | -0.745737 | -0.144210 | -1.073691 | 1.934795 | 0.015266 | 0 |
| 9 | -0.559437 | 1.034836 | 0.646924 | 0.088458 | 0.936814 | 0.141137 | -1.078354 | -0.510947 | -0.923611 | 1.113370 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 1.029367 | 0.373972 | 0.503827 | 0.287676 | 1.172552 | 0.710175 | -1.154524 | 1.157147 | -0.149677 | 0.232354 | 0 |
| 991 | 0.598263 | 0.033195 | 2.400693 | -2.644255 | 0.269729 | 0.545830 | 0.076889 | 0.703953 | -0.850807 | -0.483326 | 1 |
| 992 | -1.981646 | -0.188565 | -0.370516 | -1.233063 | -0.747345 | 1.105309 | -0.611012 | 1.198467 | 1.206820 | -1.296840 | 0 |
| 993 | -0.536657 | 1.201859 | -0.199363 | -0.448479 | -0.084524 | 1.014615 | 1.289632 | -0.744051 | -0.601602 | 2.059608 | 0 |
| 994 | 0.089061 | 0.040606 | 0.836552 | 0.988240 | 0.472866 | -0.314131 | -1.075749 | 0.735188 | -1.079054 | -2.965724 | 0 |
| 995 | 1.716340 | -0.714399 | 0.748550 | -1.283548 | -0.631484 | -0.234274 | 0.739979 | -0.928417 | 1.112613 | 1.917807 | 1 |
| 996 | 1.950721 | -0.698522 | -0.117313 | 0.221830 | -0.708613 | 1.713612 | 0.326507 | 2.796499 | -0.464710 | 1.098533 | 0 |
| 997 | 0.036845 | -1.445746 | -1.123446 | 0.408288 | 0.910793 | -0.100579 | -1.512121 | 1.671752 | 0.021630 | -0.386320 | 1 |
| 998 | -0.579859 | -0.475577 | -2.012773 | 0.365128 | 0.855853 | 1.382227 | -0.173527 | -2.134285 | 0.008291 | 0.506854 | 1 |
| 999 | 0.541224 | 1.376344 | -0.276161 | 0.192420 | -0.574138 | 0.451626 | 0.397978 | -0.801706 | 1.299506 | -0.854623 | 0 |